Home A. A New Map of Work

A. A New Map of Work

A. Map of Work B. Mismatch C. Emerging Skills D. Dynamic Maps Methods

Finding 1: Review-Retained Job-Ad Task Pairs Extend Beyond O*NET Occupation Assignments

Term convention. Review-retained means both Claude Sonnet 4.6 and GPT-4o judged an unlisted occupation-task pair as a YES under the review prompt. Canonical O*NET-listed pairs are retained separately. Some files keep older validated or agreement_retained names for compatibility.
Count convention. The dashboard reports 26,890 complete postings-derived reviewed pairs across the Top RCA, high-volume, and random batches. The 300 independently sampled null pairs are a separate negative-control baseline, not part of that denominator.

Cross-Occupational Task Diffusion

Figure A.1. Cross-SOC-2 Flow Structure of Review-Retained New Task Pairs

13,893 review-retained new occupation-task pairs
10,132 cross-SOC-2 pairs in the chord map
15Computer/Math -> 37Cleaning/Maint.: 1 cross-SOC-2 pairs15Computer/Math -> 45Farming/Fishing: 1 cross-SOC-2 pairs19Life/Physical/Social Sci -> 35Food Prep/Serving: 1 cross-SOC-2 pairs21Community/Social Svc -> 17Architecture/Engineering: 1 cross-SOC-2 pairs21Community/Social Svc -> 45Farming/Fishing: 1 cross-SOC-2 pairs23Legal -> 39Personal Care: 1 cross-SOC-2 pairs23Legal -> 41Sales: 1 cross-SOC-2 pairs25Education -> 31Healthcare Support: 1 cross-SOC-2 pairs25Education -> 35Food Prep/Serving: 1 cross-SOC-2 pairs25Education -> 49Install/Repair: 1 cross-SOC-2 pairs27Arts/Media -> 31Healthcare Support: 1 cross-SOC-2 pairs27Arts/Media -> 33Protective Svc: 1 cross-SOC-2 pairs31Healthcare Support -> 27Arts/Media: 1 cross-SOC-2 pairs35Food Prep/Serving -> 21Community/Social Svc: 1 cross-SOC-2 pairs35Food Prep/Serving -> 45Farming/Fishing: 1 cross-SOC-2 pairs35Food Prep/Serving -> 55Military: 1 cross-SOC-2 pairs39Personal Care -> 23Legal: 1 cross-SOC-2 pairs41Sales -> 23Legal: 1 cross-SOC-2 pairs45Farming/Fishing -> 55Military: 1 cross-SOC-2 pairs47Construction -> 31Healthcare Support: 1 cross-SOC-2 pairs49Install/Repair -> 21Community/Social Svc: 1 cross-SOC-2 pairs49Install/Repair -> 23Legal: 1 cross-SOC-2 pairs15Computer/Math -> 31Healthcare Support: 2 cross-SOC-2 pairs15Computer/Math -> 39Personal Care: 2 cross-SOC-2 pairs15Computer/Math -> 53Transportation: 2 cross-SOC-2 pairs17Architecture/Engineering -> 23Legal: 2 cross-SOC-2 pairs17Architecture/Engineering -> 35Food Prep/Serving: 2 cross-SOC-2 pairs19Life/Physical/Social Sci -> 55Military: 2 cross-SOC-2 pairs21Community/Social Svc -> 27Arts/Media: 2 cross-SOC-2 pairs21Community/Social Svc -> 35Food Prep/Serving: 2 cross-SOC-2 pairs23Legal -> 11Management: 2 cross-SOC-2 pairs27Arts/Media -> 35Food Prep/Serving: 2 cross-SOC-2 pairs27Arts/Media -> 37Cleaning/Maint.: 2 cross-SOC-2 pairs27Arts/Media -> 55Military: 2 cross-SOC-2 pairs29Healthcare Pract. -> 45Farming/Fishing: 2 cross-SOC-2 pairs29Healthcare Pract. -> 55Military: 2 cross-SOC-2 pairs31Healthcare Support -> 15Computer/Math: 2 cross-SOC-2 pairs31Healthcare Support -> 25Education: 2 cross-SOC-2 pairs31Healthcare Support -> 45Farming/Fishing: 2 cross-SOC-2 pairs31Healthcare Support -> 49Install/Repair: 2 cross-SOC-2 pairs33Protective Svc -> 37Cleaning/Maint.: 2 cross-SOC-2 pairs33Protective Svc -> 45Farming/Fishing: 2 cross-SOC-2 pairs39Personal Care -> 15Computer/Math: 2 cross-SOC-2 pairs45Farming/Fishing -> 17Architecture/Engineering: 2 cross-SOC-2 pairs45Farming/Fishing -> 21Community/Social Svc: 2 cross-SOC-2 pairs45Farming/Fishing -> 31Healthcare Support: 2 cross-SOC-2 pairs45Farming/Fishing -> 35Food Prep/Serving: 2 cross-SOC-2 pairs45Farming/Fishing -> 53Transportation: 2 cross-SOC-2 pairs47Construction -> 25Education: 2 cross-SOC-2 pairs49Install/Repair -> 31Healthcare Support: 2 cross-SOC-2 pairs53Transportation -> 23Legal: 2 cross-SOC-2 pairs11Management -> 45Farming/Fishing: 3 cross-SOC-2 pairs13Business/Finance -> 31Healthcare Support: 3 cross-SOC-2 pairs13Business/Finance -> 37Cleaning/Maint.: 3 cross-SOC-2 pairs15Computer/Math -> 35Food Prep/Serving: 3 cross-SOC-2 pairs17Architecture/Engineering -> 21Community/Social Svc: 3 cross-SOC-2 pairs17Architecture/Engineering -> 37Cleaning/Maint.: 3 cross-SOC-2 pairs17Architecture/Engineering -> 39Personal Care: 3 cross-SOC-2 pairs17Architecture/Engineering -> 45Farming/Fishing: 3 cross-SOC-2 pairs19Life/Physical/Social Sci -> 47Construction: 3 cross-SOC-2 pairs21Community/Social Svc -> 23Legal: 3 cross-SOC-2 pairs21Community/Social Svc -> 37Cleaning/Maint.: 3 cross-SOC-2 pairs21Community/Social Svc -> 41Sales: 3 cross-SOC-2 pairs21Community/Social Svc -> 49Install/Repair: 3 cross-SOC-2 pairs25Education -> 33Protective Svc: 3 cross-SOC-2 pairs25Education -> 47Construction: 3 cross-SOC-2 pairs27Arts/Media -> 29Healthcare Pract.: 3 cross-SOC-2 pairs27Arts/Media -> 45Farming/Fishing: 3 cross-SOC-2 pairs29Healthcare Pract. -> 53Transportation: 3 cross-SOC-2 pairs31Healthcare Support -> 13Business/Finance: 3 cross-SOC-2 pairs31Healthcare Support -> 17Architecture/Engineering: 3 cross-SOC-2 pairs31Healthcare Support -> 47Construction: 3 cross-SOC-2 pairs31Healthcare Support -> 53Transportation: 3 cross-SOC-2 pairs35Food Prep/Serving -> 19Life/Physical/Social Sci: 3 cross-SOC-2 pairs39Personal Care -> 45Farming/Fishing: 3 cross-SOC-2 pairs45Farming/Fishing -> 13Business/Finance: 3 cross-SOC-2 pairs45Farming/Fishing -> 15Computer/Math: 3 cross-SOC-2 pairs49Install/Repair -> 25Education: 3 cross-SOC-2 pairs51Production -> 21Community/Social Svc: 3 cross-SOC-2 pairs13Business/Finance -> 45Farming/Fishing: 4 cross-SOC-2 pairs19Life/Physical/Social Sci -> 37Cleaning/Maint.: 4 cross-SOC-2 pairs19Life/Physical/Social Sci -> 39Personal Care: 4 cross-SOC-2 pairs23Legal -> 43Office/Admin: 4 cross-SOC-2 pairs27Arts/Media -> 21Community/Social Svc: 4 cross-SOC-2 pairs29Healthcare Pract. -> 47Construction: 4 cross-SOC-2 pairs31Healthcare Support -> 11Management: 4 cross-SOC-2 pairs31Healthcare Support -> 33Protective Svc: 4 cross-SOC-2 pairs33Protective Svc -> 27Arts/Media: 4 cross-SOC-2 pairs33Protective Svc -> 47Construction: 4 cross-SOC-2 pairs35Food Prep/Serving -> 33Protective Svc: 4 cross-SOC-2 pairs37Cleaning/Maint. -> 45Farming/Fishing: 4 cross-SOC-2 pairs37Cleaning/Maint. -> 55Military: 4 cross-SOC-2 pairs41Sales -> 33Protective Svc: 4 cross-SOC-2 pairs41Sales -> 37Cleaning/Maint.: 4 cross-SOC-2 pairs41Sales -> 47Construction: 4 cross-SOC-2 pairs41Sales -> 55Military: 4 cross-SOC-2 pairs45Farming/Fishing -> 41Sales: 4 cross-SOC-2 pairs45Farming/Fishing -> 51Production: 4 cross-SOC-2 pairs47Construction -> 15Computer/Math: 4 cross-SOC-2 pairs47Construction -> 27Arts/Media: 4 cross-SOC-2 pairs51Production -> 55Military: 4 cross-SOC-2 pairs13Business/Finance -> 35Food Prep/Serving: 5 cross-SOC-2 pairs19Life/Physical/Social Sci -> 41Sales: 5 cross-SOC-2 pairs21Community/Social Svc -> 33Protective Svc: 5 cross-SOC-2 pairs25Education -> 41Sales: 5 cross-SOC-2 pairs25Education -> 43Office/Admin: 5 cross-SOC-2 pairs25Education -> 51Production: 5 cross-SOC-2 pairs25Education -> 53Transportation: 5 cross-SOC-2 pairs29Healthcare Pract. -> 27Arts/Media: 5 cross-SOC-2 pairs29Healthcare Pract. -> 37Cleaning/Maint.: 5 cross-SOC-2 pairs31Healthcare Support -> 37Cleaning/Maint.: 5 cross-SOC-2 pairs33Protective Svc -> 23Legal: 5 cross-SOC-2 pairs33Protective Svc -> 31Healthcare Support: 5 cross-SOC-2 pairs33Protective Svc -> 35Food Prep/Serving: 5 cross-SOC-2 pairs35Food Prep/Serving -> 17Architecture/Engineering: 5 cross-SOC-2 pairs35Food Prep/Serving -> 27Arts/Media: 5 cross-SOC-2 pairs35Food Prep/Serving -> 47Construction: 5 cross-SOC-2 pairs37Cleaning/Maint. -> 23Legal: 5 cross-SOC-2 pairs39Personal Care -> 47Construction: 5 cross-SOC-2 pairs41Sales -> 25Education: 5 cross-SOC-2 pairs45Farming/Fishing -> 43Office/Admin: 5 cross-SOC-2 pairs47Construction -> 39Personal Care: 5 cross-SOC-2 pairs51Production -> 45Farming/Fishing: 5 cross-SOC-2 pairs53Transportation -> 45Farming/Fishing: 5 cross-SOC-2 pairs11Management -> 23Legal: 6 cross-SOC-2 pairs17Architecture/Engineering -> 31Healthcare Support: 6 cross-SOC-2 pairs21Community/Social Svc -> 39Personal Care: 6 cross-SOC-2 pairs27Arts/Media -> 51Production: 6 cross-SOC-2 pairs27Arts/Media -> 53Transportation: 6 cross-SOC-2 pairs31Healthcare Support -> 35Food Prep/Serving: 6 cross-SOC-2 pairs35Food Prep/Serving -> 15Computer/Math: 6 cross-SOC-2 pairs37Cleaning/Maint. -> 41Sales: 6 cross-SOC-2 pairs39Personal Care -> 17Architecture/Engineering: 6 cross-SOC-2 pairs41Sales -> 21Community/Social Svc: 6 cross-SOC-2 pairs43Office/Admin -> 55Military: 6 cross-SOC-2 pairs45Farming/Fishing -> 29Healthcare Pract.: 6 cross-SOC-2 pairs47Construction -> 29Healthcare Pract.: 6 cross-SOC-2 pairs47Construction -> 45Farming/Fishing: 6 cross-SOC-2 pairs51Production -> 25Education: 6 cross-SOC-2 pairs13Business/Finance -> 55Military: 7 cross-SOC-2 pairs15Computer/Math -> 55Military: 7 cross-SOC-2 pairs17Architecture/Engineering -> 25Education: 7 cross-SOC-2 pairs19Life/Physical/Social Sci -> 23Legal: 7 cross-SOC-2 pairs19Life/Physical/Social Sci -> 27Arts/Media: 7 cross-SOC-2 pairs19Life/Physical/Social Sci -> 31Healthcare Support: 7 cross-SOC-2 pairs31Healthcare Support -> 19Life/Physical/Social Sci: 7 cross-SOC-2 pairs31Healthcare Support -> 41Sales: 7 cross-SOC-2 pairs35Food Prep/Serving -> 31Healthcare Support: 7 cross-SOC-2 pairs35Food Prep/Serving -> 49Install/Repair: 7 cross-SOC-2 pairs39Personal Care -> 27Arts/Media: 7 cross-SOC-2 pairs39Personal Care -> 49Install/Repair: 7 cross-SOC-2 pairs41Sales -> 31Healthcare Support: 7 cross-SOC-2 pairs45Farming/Fishing -> 37Cleaning/Maint.: 7 cross-SOC-2 pairs45Farming/Fishing -> 47Construction: 7 cross-SOC-2 pairs45Farming/Fishing -> 49Install/Repair: 7 cross-SOC-2 pairs47Construction -> 41Sales: 7 cross-SOC-2 pairs51Production -> 31Healthcare Support: 7 cross-SOC-2 pairs51Production -> 39Personal Care: 7 cross-SOC-2 pairs15Computer/Math -> 51Production: 8 cross-SOC-2 pairs19Life/Physical/Social Sci -> 53Transportation: 8 cross-SOC-2 pairs21Community/Social Svc -> 31Healthcare Support: 8 cross-SOC-2 pairs21Community/Social Svc -> 43Office/Admin: 8 cross-SOC-2 pairs27Arts/Media -> 25Education: 8 cross-SOC-2 pairs27Arts/Media -> 39Personal Care: 8 cross-SOC-2 pairs29Healthcare Pract. -> 35Food Prep/Serving: 8 cross-SOC-2 pairs31Healthcare Support -> 39Personal Care: 8 cross-SOC-2 pairs31Healthcare Support -> 51Production: 8 cross-SOC-2 pairs33Protective Svc -> 55Military: 8 cross-SOC-2 pairs37Cleaning/Maint. -> 31Healthcare Support: 8 cross-SOC-2 pairs45Farming/Fishing -> 33Protective Svc: 8 cross-SOC-2 pairs45Farming/Fishing -> 39Personal Care: 8 cross-SOC-2 pairs47Construction -> 35Food Prep/Serving: 8 cross-SOC-2 pairs49Install/Repair -> 27Arts/Media: 8 cross-SOC-2 pairs21Community/Social Svc -> 25Education: 9 cross-SOC-2 pairs27Arts/Media -> 19Life/Physical/Social Sci: 9 cross-SOC-2 pairs31Healthcare Support -> 21Community/Social Svc: 9 cross-SOC-2 pairs33Protective Svc -> 41Sales: 9 cross-SOC-2 pairs35Food Prep/Serving -> 29Healthcare Pract.: 9 cross-SOC-2 pairs37Cleaning/Maint. -> 35Food Prep/Serving: 9 cross-SOC-2 pairs39Personal Care -> 51Production: 9 cross-SOC-2 pairs49Install/Repair -> 35Food Prep/Serving: 9 cross-SOC-2 pairs49Install/Repair -> 37Cleaning/Maint.: 9 cross-SOC-2 pairs49Install/Repair -> 39Personal Care: 9 cross-SOC-2 pairs15Computer/Math -> 33Protective Svc: 10 cross-SOC-2 pairs15Computer/Math -> 47Construction: 10 cross-SOC-2 pairs17Architecture/Engineering -> 55Military: 10 cross-SOC-2 pairs19Life/Physical/Social Sci -> 45Farming/Fishing: 10 cross-SOC-2 pairs25Education -> 15Computer/Math: 10 cross-SOC-2 pairs27Arts/Media -> 47Construction: 10 cross-SOC-2 pairs33Protective Svc -> 25Education: 10 cross-SOC-2 pairs33Protective Svc -> 51Production: 10 cross-SOC-2 pairs43Office/Admin -> 23Legal: 10 cross-SOC-2 pairs43Office/Admin -> 37Cleaning/Maint.: 10 cross-SOC-2 pairs49Install/Repair -> 19Life/Physical/Social Sci: 10 cross-SOC-2 pairs51Production -> 27Arts/Media: 10 cross-SOC-2 pairs51Production -> 33Protective Svc: 10 cross-SOC-2 pairs53Transportation -> 27Arts/Media: 10 cross-SOC-2 pairs53Transportation -> 31Healthcare Support: 10 cross-SOC-2 pairs11Management -> 55Military: 11 cross-SOC-2 pairs15Computer/Math -> 21Community/Social Svc: 11 cross-SOC-2 pairs21Community/Social Svc -> 15Computer/Math: 11 cross-SOC-2 pairs25Education -> 27Arts/Media: 11 cross-SOC-2 pairs37Cleaning/Maint. -> 21Community/Social Svc: 11 cross-SOC-2 pairs41Sales -> 39Personal Care: 11 cross-SOC-2 pairs43Office/Admin -> 45Farming/Fishing: 11 cross-SOC-2 pairs45Farming/Fishing -> 19Life/Physical/Social Sci: 11 cross-SOC-2 pairs47Construction -> 43Office/Admin: 11 cross-SOC-2 pairs49Install/Repair -> 33Protective Svc: 11 cross-SOC-2 pairs51Production -> 41Sales: 11 cross-SOC-2 pairs53Transportation -> 55Military: 11 cross-SOC-2 pairs11Management -> 31Healthcare Support: 12 cross-SOC-2 pairs17Architecture/Engineering -> 43Office/Admin: 12 cross-SOC-2 pairs23Legal -> 13Business/Finance: 12 cross-SOC-2 pairs25Education -> 17Architecture/Engineering: 12 cross-SOC-2 pairs29Healthcare Pract. -> 41Sales: 12 cross-SOC-2 pairs35Food Prep/Serving -> 37Cleaning/Maint.: 12 cross-SOC-2 pairs35Food Prep/Serving -> 53Transportation: 12 cross-SOC-2 pairs39Personal Care -> 19Life/Physical/Social Sci: 12 cross-SOC-2 pairs39Personal Care -> 53Transportation: 12 cross-SOC-2 pairs41Sales -> 49Install/Repair: 12 cross-SOC-2 pairs43Office/Admin -> 47Construction: 12 cross-SOC-2 pairs43Office/Admin -> 51Production: 12 cross-SOC-2 pairs45Farming/Fishing -> 11Management: 12 cross-SOC-2 pairs19Life/Physical/Social Sci -> 49Install/Repair: 13 cross-SOC-2 pairs27Arts/Media -> 41Sales: 13 cross-SOC-2 pairs37Cleaning/Maint. -> 27Arts/Media: 13 cross-SOC-2 pairs41Sales -> 51Production: 13 cross-SOC-2 pairs47Construction -> 19Life/Physical/Social Sci: 13 cross-SOC-2 pairs49Install/Repair -> 41Sales: 13 cross-SOC-2 pairs11Management -> 37Cleaning/Maint.: 14 cross-SOC-2 pairs15Computer/Math -> 25Education: 14 cross-SOC-2 pairs29Healthcare Pract. -> 51Production: 14 cross-SOC-2 pairs33Protective Svc -> 29Healthcare Pract.: 14 cross-SOC-2 pairs33Protective Svc -> 53Transportation: 14 cross-SOC-2 pairs35Food Prep/Serving -> 13Business/Finance: 14 cross-SOC-2 pairs37Cleaning/Maint. -> 39Personal Care: 14 cross-SOC-2 pairs39Personal Care -> 21Community/Social Svc: 14 cross-SOC-2 pairs39Personal Care -> 41Sales: 14 cross-SOC-2 pairs41Sales -> 19Life/Physical/Social Sci: 14 cross-SOC-2 pairs51Production -> 13Business/Finance: 14 cross-SOC-2 pairs53Transportation -> 25Education: 14 cross-SOC-2 pairs13Business/Finance -> 23Legal: 15 cross-SOC-2 pairs17Architecture/Engineering -> 41Sales: 15 cross-SOC-2 pairs27Arts/Media -> 43Office/Admin: 15 cross-SOC-2 pairs29Healthcare Pract. -> 49Install/Repair: 15 cross-SOC-2 pairs31Healthcare Support -> 43Office/Admin: 15 cross-SOC-2 pairs35Food Prep/Serving -> 39Personal Care: 15 cross-SOC-2 pairs35Food Prep/Serving -> 43Office/Admin: 15 cross-SOC-2 pairs37Cleaning/Maint. -> 25Education: 15 cross-SOC-2 pairs37Cleaning/Maint. -> 33Protective Svc: 15 cross-SOC-2 pairs47Construction -> 33Protective Svc: 15 cross-SOC-2 pairs51Production -> 35Food Prep/Serving: 15 cross-SOC-2 pairs13Business/Finance -> 39Personal Care: 16 cross-SOC-2 pairs17Architecture/Engineering -> 53Transportation: 16 cross-SOC-2 pairs27Arts/Media -> 15Computer/Math: 16 cross-SOC-2 pairs29Healthcare Pract. -> 39Personal Care: 16 cross-SOC-2 pairs33Protective Svc -> 39Personal Care: 16 cross-SOC-2 pairs39Personal Care -> 33Protective Svc: 16 cross-SOC-2 pairs41Sales -> 17Architecture/Engineering: 16 cross-SOC-2 pairs41Sales -> 27Arts/Media: 16 cross-SOC-2 pairs41Sales -> 29Healthcare Pract.: 16 cross-SOC-2 pairs41Sales -> 35Food Prep/Serving: 16 cross-SOC-2 pairs49Install/Repair -> 29Healthcare Pract.: 16 cross-SOC-2 pairs51Production -> 15Computer/Math: 16 cross-SOC-2 pairs53Transportation -> 21Community/Social Svc: 16 cross-SOC-2 pairs11Management -> 47Construction: 17 cross-SOC-2 pairs13Business/Finance -> 49Install/Repair: 17 cross-SOC-2 pairs13Business/Finance -> 53Transportation: 17 cross-SOC-2 pairs15Computer/Math -> 41Sales: 17 cross-SOC-2 pairs17Architecture/Engineering -> 29Healthcare Pract.: 17 cross-SOC-2 pairs29Healthcare Pract. -> 33Protective Svc: 17 cross-SOC-2 pairs33Protective Svc -> 49Install/Repair: 17 cross-SOC-2 pairs39Personal Care -> 37Cleaning/Maint.: 17 cross-SOC-2 pairs43Office/Admin -> 27Arts/Media: 17 cross-SOC-2 pairs43Office/Admin -> 31Healthcare Support: 17 cross-SOC-2 pairs51Production -> 29Healthcare Pract.: 17 cross-SOC-2 pairs13Business/Finance -> 47Construction: 18 cross-SOC-2 pairs27Arts/Media -> 13Business/Finance: 18 cross-SOC-2 pairs33Protective Svc -> 17Architecture/Engineering: 18 cross-SOC-2 pairs33Protective Svc -> 21Community/Social Svc: 18 cross-SOC-2 pairs37Cleaning/Maint. -> 43Office/Admin: 18 cross-SOC-2 pairs47Construction -> 13Business/Finance: 18 cross-SOC-2 pairs53Transportation -> 19Life/Physical/Social Sci: 18 cross-SOC-2 pairs11Management -> 35Food Prep/Serving: 19 cross-SOC-2 pairs11Management -> 49Install/Repair: 19 cross-SOC-2 pairs35Food Prep/Serving -> 41Sales: 19 cross-SOC-2 pairs37Cleaning/Maint. -> 47Construction: 19 cross-SOC-2 pairs39Personal Care -> 13Business/Finance: 19 cross-SOC-2 pairs43Office/Admin -> 21Community/Social Svc: 19 cross-SOC-2 pairs51Production -> 37Cleaning/Maint.: 19 cross-SOC-2 pairs53Transportation -> 15Computer/Math: 19 cross-SOC-2 pairs53Transportation -> 33Protective Svc: 19 cross-SOC-2 pairs13Business/Finance -> 25Education: 20 cross-SOC-2 pairs17Architecture/Engineering -> 33Protective Svc: 20 cross-SOC-2 pairs19Life/Physical/Social Sci -> 43Office/Admin: 20 cross-SOC-2 pairs21Community/Social Svc -> 13Business/Finance: 20 cross-SOC-2 pairs43Office/Admin -> 35Food Prep/Serving: 20 cross-SOC-2 pairs49Install/Repair -> 13Business/Finance: 20 cross-SOC-2 pairs13Business/Finance -> 51Production: 21 cross-SOC-2 pairs21Community/Social Svc -> 19Life/Physical/Social Sci: 21 cross-SOC-2 pairs27Arts/Media -> 49Install/Repair: 21 cross-SOC-2 pairs37Cleaning/Maint. -> 49Install/Repair: 21 cross-SOC-2 pairs37Cleaning/Maint. -> 53Transportation: 21 cross-SOC-2 pairs47Construction -> 37Cleaning/Maint.: 21 cross-SOC-2 pairs53Transportation -> 37Cleaning/Maint.: 21 cross-SOC-2 pairs15Computer/Math -> 49Install/Repair: 22 cross-SOC-2 pairs19Life/Physical/Social Sci -> 33Protective Svc: 22 cross-SOC-2 pairs37Cleaning/Maint. -> 15Computer/Math: 22 cross-SOC-2 pairs41Sales -> 53Transportation: 22 cross-SOC-2 pairs47Construction -> 53Transportation: 22 cross-SOC-2 pairs49Install/Repair -> 15Computer/Math: 22 cross-SOC-2 pairs49Install/Repair -> 43Office/Admin: 22 cross-SOC-2 pairs11Management -> 51Production: 23 cross-SOC-2 pairs19Life/Physical/Social Sci -> 25Education: 23 cross-SOC-2 pairs25Education -> 21Community/Social Svc: 23 cross-SOC-2 pairs25Education -> 29Healthcare Pract.: 23 cross-SOC-2 pairs25Education -> 39Personal Care: 23 cross-SOC-2 pairs35Food Prep/Serving -> 51Production: 23 cross-SOC-2 pairs37Cleaning/Maint. -> 19Life/Physical/Social Sci: 23 cross-SOC-2 pairs47Construction -> 11Management: 23 cross-SOC-2 pairs17Architecture/Engineering -> 27Arts/Media: 24 cross-SOC-2 pairs29Healthcare Pract. -> 25Education: 24 cross-SOC-2 pairs33Protective Svc -> 43Office/Admin: 24 cross-SOC-2 pairs51Production -> 11Management: 24 cross-SOC-2 pairs11Management -> 39Personal Care: 25 cross-SOC-2 pairs19Life/Physical/Social Sci -> 21Community/Social Svc: 25 cross-SOC-2 pairs33Protective Svc -> 15Computer/Math: 25 cross-SOC-2 pairs53Transportation -> 41Sales: 25 cross-SOC-2 pairs19Life/Physical/Social Sci -> 51Production: 26 cross-SOC-2 pairs39Personal Care -> 25Education: 26 cross-SOC-2 pairs43Office/Admin -> 49Install/Repair: 26 cross-SOC-2 pairs51Production -> 43Office/Admin: 26 cross-SOC-2 pairs37Cleaning/Maint. -> 51Production: 27 cross-SOC-2 pairs43Office/Admin -> 25Education: 27 cross-SOC-2 pairs53Transportation -> 39Personal Care: 27 cross-SOC-2 pairs39Personal Care -> 29Healthcare Pract.: 28 cross-SOC-2 pairs39Personal Care -> 31Healthcare Support: 28 cross-SOC-2 pairs43Office/Admin -> 33Protective Svc: 28 cross-SOC-2 pairs49Install/Repair -> 53Transportation: 28 cross-SOC-2 pairs13Business/Finance -> 29Healthcare Pract.: 29 cross-SOC-2 pairs15Computer/Math -> 43Office/Admin: 29 cross-SOC-2 pairs21Community/Social Svc -> 11Management: 29 cross-SOC-2 pairs25Education -> 19Life/Physical/Social Sci: 29 cross-SOC-2 pairs39Personal Care -> 35Food Prep/Serving: 29 cross-SOC-2 pairs41Sales -> 15Computer/Math: 29 cross-SOC-2 pairs11Management -> 21Community/Social Svc: 30 cross-SOC-2 pairs33Protective Svc -> 19Life/Physical/Social Sci: 30 cross-SOC-2 pairs35Food Prep/Serving -> 11Management: 30 cross-SOC-2 pairs37Cleaning/Maint. -> 17Architecture/Engineering: 30 cross-SOC-2 pairs13Business/Finance -> 21Community/Social Svc: 31 cross-SOC-2 pairs25Education -> 13Business/Finance: 32 cross-SOC-2 pairs27Arts/Media -> 11Management: 32 cross-SOC-2 pairs29Healthcare Pract. -> 15Computer/Math: 32 cross-SOC-2 pairs29Healthcare Pract. -> 17Architecture/Engineering: 32 cross-SOC-2 pairs47Construction -> 17Architecture/Engineering: 32 cross-SOC-2 pairs47Construction -> 51Production: 32 cross-SOC-2 pairs53Transportation -> 35Food Prep/Serving: 32 cross-SOC-2 pairs49Install/Repair -> 11Management: 33 cross-SOC-2 pairs51Production -> 19Life/Physical/Social Sci: 33 cross-SOC-2 pairs15Computer/Math -> 27Arts/Media: 34 cross-SOC-2 pairs15Computer/Math -> 29Healthcare Pract.: 35 cross-SOC-2 pairs29Healthcare Pract. -> 13Business/Finance: 35 cross-SOC-2 pairs29Healthcare Pract. -> 43Office/Admin: 35 cross-SOC-2 pairs43Office/Admin -> 17Architecture/Engineering: 35 cross-SOC-2 pairs11Management -> 27Arts/Media: 36 cross-SOC-2 pairs27Arts/Media -> 17Architecture/Engineering: 36 cross-SOC-2 pairs41Sales -> 43Office/Admin: 36 cross-SOC-2 pairs37Cleaning/Maint. -> 13Business/Finance: 37 cross-SOC-2 pairs43Office/Admin -> 39Personal Care: 37 cross-SOC-2 pairs17Architecture/Engineering -> 47Construction: 38 cross-SOC-2 pairs25Education -> 11Management: 38 cross-SOC-2 pairs37Cleaning/Maint. -> 29Healthcare Pract.: 38 cross-SOC-2 pairs53Transportation -> 47Construction: 38 cross-SOC-2 pairs13Business/Finance -> 33Protective Svc: 39 cross-SOC-2 pairs11Management -> 53Transportation: 40 cross-SOC-2 pairs17Architecture/Engineering -> 51Production: 40 cross-SOC-2 pairs39Personal Care -> 43Office/Admin: 40 cross-SOC-2 pairs43Office/Admin -> 29Healthcare Pract.: 40 cross-SOC-2 pairs43Office/Admin -> 53Transportation: 42 cross-SOC-2 pairs13Business/Finance -> 27Arts/Media: 43 cross-SOC-2 pairs53Transportation -> 13Business/Finance: 43 cross-SOC-2 pairs53Transportation -> 51Production: 43 cross-SOC-2 pairs11Management -> 33Protective Svc: 44 cross-SOC-2 pairs11Management -> 25Education: 45 cross-SOC-2 pairs33Protective Svc -> 13Business/Finance: 45 cross-SOC-2 pairs53Transportation -> 29Healthcare Pract.: 45 cross-SOC-2 pairs53Transportation -> 43Office/Admin: 45 cross-SOC-2 pairs49Install/Repair -> 47Construction: 46 cross-SOC-2 pairs13Business/Finance -> 41Sales: 49 cross-SOC-2 pairs19Life/Physical/Social Sci -> 29Healthcare Pract.: 49 cross-SOC-2 pairs41Sales -> 13Business/Finance: 49 cross-SOC-2 pairs51Production -> 53Transportation: 50 cross-SOC-2 pairs51Production -> 17Architecture/Engineering: 52 cross-SOC-2 pairs43Office/Admin -> 19Life/Physical/Social Sci: 53 cross-SOC-2 pairs11Management -> 29Healthcare Pract.: 55 cross-SOC-2 pairs53Transportation -> 17Architecture/Engineering: 55 cross-SOC-2 pairs43Office/Admin -> 41Sales: 56 cross-SOC-2 pairs33Protective Svc -> 11Management: 57 cross-SOC-2 pairs43Office/Admin -> 15Computer/Math: 57 cross-SOC-2 pairs51Production -> 47Construction: 57 cross-SOC-2 pairs39Personal Care -> 11Management: 61 cross-SOC-2 pairs49Install/Repair -> 17Architecture/Engineering: 62 cross-SOC-2 pairs21Community/Social Svc -> 29Healthcare Pract.: 64 cross-SOC-2 pairs37Cleaning/Maint. -> 11Management: 64 cross-SOC-2 pairs47Construction -> 49Install/Repair: 64 cross-SOC-2 pairs11Management -> 19Life/Physical/Social Sci: 65 cross-SOC-2 pairs13Business/Finance -> 19Life/Physical/Social Sci: 65 cross-SOC-2 pairs15Computer/Math -> 19Life/Physical/Social Sci: 67 cross-SOC-2 pairs11Management -> 43Office/Admin: 71 cross-SOC-2 pairs49Install/Repair -> 51Production: 72 cross-SOC-2 pairs51Production -> 49Install/Repair: 72 cross-SOC-2 pairs17Architecture/Engineering -> 19Life/Physical/Social Sci: 75 cross-SOC-2 pairs11Management -> 41Sales: 77 cross-SOC-2 pairs41Sales -> 11Management: 80 cross-SOC-2 pairs29Healthcare Pract. -> 19Life/Physical/Social Sci: 82 cross-SOC-2 pairs19Life/Physical/Social Sci -> 15Computer/Math: 83 cross-SOC-2 pairs11Management -> 15Computer/Math: 86 cross-SOC-2 pairs13Business/Finance -> 43Office/Admin: 86 cross-SOC-2 pairs17Architecture/Engineering -> 49Install/Repair: 86 cross-SOC-2 pairs29Healthcare Pract. -> 11Management: 87 cross-SOC-2 pairs19Life/Physical/Social Sci -> 13Business/Finance: 88 cross-SOC-2 pairs53Transportation -> 49Install/Repair: 89 cross-SOC-2 pairs11Management -> 17Architecture/Engineering: 90 cross-SOC-2 pairs13Business/Finance -> 17Architecture/Engineering: 90 cross-SOC-2 pairs17Architecture/Engineering -> 15Computer/Math: 96 cross-SOC-2 pairs53Transportation -> 11Management: 96 cross-SOC-2 pairs17Architecture/Engineering -> 13Business/Finance: 98 cross-SOC-2 pairs19Life/Physical/Social Sci -> 11Management: 99 cross-SOC-2 pairs19Life/Physical/Social Sci -> 17Architecture/Engineering: 100 cross-SOC-2 pairs29Healthcare Pract. -> 21Community/Social Svc: 103 cross-SOC-2 pairs15Computer/Math -> 17Architecture/Engineering: 118 cross-SOC-2 pairs17Architecture/Engineering -> 11Management: 118 cross-SOC-2 pairs15Computer/Math -> 11Management: 126 cross-SOC-2 pairs29Healthcare Pract. -> 31Healthcare Support: 137 cross-SOC-2 pairs43Office/Admin -> 13Business/Finance: 141 cross-SOC-2 pairs15Computer/Math -> 13Business/Finance: 142 cross-SOC-2 pairs31Healthcare Support -> 29Healthcare Pract.: 142 cross-SOC-2 pairs43Office/Admin -> 11Management: 145 cross-SOC-2 pairs13Business/Finance -> 15Computer/Math: 172 cross-SOC-2 pairs11Management -> 13Business/Finance: 279 cross-SOC-2 pairs13Business/Finance -> 11Management: 353 cross-SOC-2 pairs11Management: 1,513 retained occupations; 1,067 canonical O*NET task homes 11Management (1,513) 13Business/Finance: 1,130 retained occupations; 1,103 canonical O*NET task homes 13Business/Finance (1,130) 15Computer/Math: 713 retained occupations; 661 canonical O*NET task homes 15Computer/Math (713) 17Architecture/Engineering: 795 retained occupations; 694 canonical O*NET task homes 17Architecture/Engineering (795) 19Life/Physical/Social Sci: 640 retained occupations; 606 canonical O*NET task homes 19Life/Physical/Social Sci (640) 21Community/Social Svc: 330 retained occupations; 199 canonical O*NET task homes 21Community/Social Svc (330) 23Legal: 58 retained occupations; 20 canonical O*NET task homes 23Legal (58) 25Education: 260 retained occupations; 230 canonical O*NET task homes 25Education (260) 27Arts/Media: 257 retained occupations; 216 canonical O*NET task homes 27Arts/Media (257) 29Healthcare Pract.: 652 retained occupations; 670 canonical O*NET task homes 29Healthcare Pract. (652) 31Healthcare Support: 271 retained occupations; 236 canonical O*NET task homes 31Healthcare Support (271) 33Protective Svc: 295 retained occupations; 342 canonical O*NET task homes 33Protective Svc (295) 35Food Prep/Serving: 194 retained occupations; 194 canonical O*NET task homes 35Food Prep/Serving (194) 37Cleaning/Maint.: 162 retained occupations; 424 canonical O*NET task homes 37Cleaning/Maint. (162) 39Personal Care: 261 retained occupations; 356 canonical O*NET task homes 39Personal Care (261) 41Sales: 368 retained occupations; 365 canonical O*NET task homes 41Sales (368) 43Office/Admin: 542 retained occupations; 821 canonical O*NET task homes 43Office/Admin (542) 45Farming/Fishing: 66 retained occupations; 96 canonical O*NET task homes 45Farming/Fishing (66) 47Construction: 303 retained occupations; 294 canonical O*NET task homes 47Construction (303) 49Install/Repair: 521 retained occupations; 397 canonical O*NET task homes 49Install/Repair (521) 51Production: 396 retained occupations; 458 canonical O*NET task homes 51Production (396) 53Transportation: 325 retained occupations; 683 canonical O*NET task homes 53Transportation (325) 55Military: 80 retained occupations; 0 canonical O*NET task homes 55Military (80) 10,132cross-SOC-2 pairsout of 13,893 retained new pairs
Each ribbon is a two-model retained pair where the task's canonical O*NET SOC-2 group differs from the posting occupation's SOC-2 group. Outer labels show how many cross-group pairs are received by each posting occupation group; hover for direction-specific counts.

The chord summary aggregates 10,132 review-retained cross-SOC-2 pairs as flows between 23 SOC-2 major groups. Arc length reflects each sector's total cross-SOC-2 pair count; ribbon width reflects the count between connected sectors. Hub size partly reflects the number of O*NET task homes in each SOC-2 group, so this figure is a flow map rather than a size-normalized occupational similarity estimate.

JAAT links job-ad text to standard O*NET task IDs and occupational codes, producing many-to-many occupation-task evidence from postings. O*NET supplies occupation-specific task assignments; posting-derived pairs can therefore reveal plausible task assignments outside the standard model. Finding 1 answers whether these non-canonical posting-derived pairs are viable rather than arbitrary.

Postings-derived pairs reviewed

26,890

Review-retained new pairs

13,893

Cross-SOC-2 retained pairs

10,132

Null cross-SOC-2 YES rate

10.6%

Two-model same-verdict rate

90.8%

Pairs retained by procedure

15,268

Canonical O*NET pairs retained

1,375

Independent null pairs reviewed

300

Figure A.2. Worked Example of Canonical and Review-Retained New Task Assignments

Choose a Work Activity, Detailed Work Activity, and task. Dropdowns show only tasks with at least 2 new retained occupations.

Selected canonical task ID 23607
Canonical occupations for selected task 1
New retained occupations 8
Selected task statement Set up and use ladders and scaffolding as necessary to complete work.
Selected canonical O*NET task
Task 23607: Set up and use ladders and scaffolding as necessary to complete work.
Canonical O*NET Nearer SOC prefix Farther SOC prefix
51-4121.00 Welders, Cutters, Solderers, and Brazers
Canonical O*NET assignment; 8 shared SOC/O*NET digits
51-8021.00 Stationary Engineers and Boiler Operators
2 shared SOC/O*NET digits
51-9123.00 Painting, Coating, and Decorating Workers
2 shared SOC/O*NET digits
51-9124.00 Coating, Painting, and Spraying Machine Setters, Operators, and Tenders
2 shared SOC/O*NET digits
47-2031.00 Carpenters
0 shared SOC/O*NET digits
47-2152.04 Solar Thermal Installers and Technicians
0 shared SOC/O*NET digits
49-9021.00 Heating, Air Conditioning, and Refrigeration Mechanics and Installers
0 shared SOC/O*NET digits
49-9071.00 Maintenance and Repair Workers, General
0 shared SOC/O*NET digits
49-9098.00 Helpers--Installation, Maintenance, and Repair Workers
0 shared SOC/O*NET digits

The flow starts from the selected canonical O*NET task ID, then separates listed 8-digit O*NET-SOC assignments from agreement-retained novel occupation-task pairs passing the two-model agreement rule.

The explorer shows the canonical O*NET home for a selected task alongside newly retained posting occupations. The manuscript figure uses a static worked example; the dashboard keeps the same logic interactive and defaults to a task with at least two new retained occupations.

Two-model rule. On the dashboard, canonical O*NET-listed pairs are retained. Unlisted pairs are retained only when both models return a strict (unanimous) YES verdict for the occupation-task pair. A same verdict means both models agree on YES or both agree on NO; it is reported separately from the unanimous YES pass rule. Download the consolidated LLM review workbooks from the Agreement and Audit Trail.

Figure A.3. Agreement Pass Rate by Shared SOC/O*NET Prefix Length

Across the three postings-derived batches, unanimous-YES rates decline from 98.5% for canonical 8-digit SOC-O*NET pairs to 49.0% for cross-SOC-2 pairs, well above the 10.6% null cross-SOC-2 baseline.

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Note: For each reviewed pair, the prefix length is the closest shared digit prefix between the reviewed occupation and any canonical O*NET occupation assigned to the selected task. The null random-pairs marker is plotted only at 0 shared digits (cross-SOC), to reject the hypothesis that pairs found by JAAT are random chance.

Table A.1. Agreement pass-rate gradient by O*NET migration distance
No Results

The pass rate declines as pairs move farther from O*NET's existing occupation-task structure. This gradient is the main agreement check: the judges are not only approving plausible task language, they are responding to the occupation attached to the task.

Candidate Pair Universe

Pre-Agreement-Review Pair Universe

JAAT task mentions before agreement review

871.3M

Occupation-task pairs

927,921

JAAT-uncovered unlisted pairs

919,826

O*NET-listed pairs

8,095

Figure A.4. JAAT-Extracted Occupation-Task Pair Universe by Frequency

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Table A.2. JAAT-uncovered occupation-task pairs by task-mention frequency
No Results

Distinctive tasks within each occupation are identified with Revealed Comparative Advantage (RCA), and the dashboard presents task-derived profiles only after occupation-task pairs pass the job-ad-derived two-model review procedure.

Figure A.5. Evaluated Occupation-Task Pairs Matching O*NET

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Table A.3. Evaluated occupation-task pairs matching O*NET by taxonomy level
No Results

Evaluation Samples

Table A.4. Evaluation samples by corpus and taxonomy level
No Results

The evaluated samples compare the publication Top RCA batch with high-volume and random review batches.

Agreement Procedure and Null Baseline

Agreement Evidence

Migration-Distance Agreement

Pass rates are reported by distance from the pair's canonical 8-digit O*NET-SOC assignment.

Canonical 8-digit O*NET-SOC unanimous YES

98.5%

Same six-digit SOC unanimous YES

96.7%

Same SOC-4 prefix unanimous YES

82.7%

Same SOC-2 major group unanimous YES

71.4%

Cross SOC-2 major group unanimous YES

49.0%

Canonical 8-digit O*NET-SOC same verdict

98.9%

Same six-digit SOC same verdict

97.8%

Same SOC-4 prefix same verdict

93.5%

Same SOC-2 major group same verdict

90.9%

Cross SOC-2 major group same verdict

89.9%

Table A.5. LLM agreement summary by migration distance
No Results
Show additional agreement and reliability tables

Table A.6. LLM agreement summary by batch
No Results

The LLM review is reported as three postings-derived batches plus one separate negative-control null sample. Keeping the null row separate prevents denominator ambiguity: 26,890 complete postings-derived pairs are evaluated against a 300-pair independent baseline.

Table A.7. LLM agreement by batch and migration distance
No Results

Null Baseline

The null sample pairs occupations and O*NET tasks independently, with no JAAT co-occurrence requirement and no mention floor. It tests whether the same two-model agreement prompt would accept arbitrary occupation-task pairings at rates comparable to JAAT-derived pairs.

Null pairs reviewed

300

Null all-pair unanimous YES

12.3%

Null cross SOC-2 pairs

282

Null cross SOC-2 unanimous YES

10.6%

Table A.8. Negative-control null baseline for independently sampled occupation-task pairs
No Results

Note: The null baseline used 300 independently sampled occupation-task pairs. The cross-SOC-2 estimate is the powered comparison to the farthest-migration JAAT-derived pairs; same-SOC strata are included in the table but are small.

Overall two-model agreement

90.8%

Unanimous YES novel pairs

13,893

Same verdict pairs

24,410

Complete reviewed pairs

26,890
Show reliability figures and consensus tables

Figure A.6. Two-Model Agreement Pass Rate and Null Baseline

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Pass rate is calculated among unlisted occupation-task pairs and requires a two-model unanimous YES. The comparison benchmark is the independently sampled null cross-SOC-2 YES rate: 10.6%.

Figure A.7. Two-Model Verdict Consensus for JAAT-Uncovered Task Pairs

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Table A.9. Two-model reliability by review batch
No Results

The top-RCA batch is the Finding 1 review sample. The high-volume and random batches are robustness and baseline checks and are reported separately.

Additional Visualizations

The matrices summarize the same review-retained task migration structure as Figure A.1, with canonical O*NET SOC-2 homes as rows and posting occupation SOC-2 sectors as columns.

Demo A.1. SOC-2 migration matrix for review-retained new occupation-task pairs

13,893 review-retained noncanonical occupation-task pairs
Retained occupation SOC-2 Canonical O*NET task SOC-2 11 11Management13 13Business/Finance15 15Computer/Math17 17Architecture/Engineering19 19Life/Physical/Social Sci21 21Community/Social Svc23 23Legal25 25Education27 27Arts/Media29 29Healthcare Pract.31 31Healthcare Support33 33Protective Svc35 35Food Prep/Serving37 37Cleaning/Maint.39 39Personal Care41 41Sales43 43Office/Admin45 45Farming/Fishing47 47Construction49 49Install/Repair51 51Production53 53Transportation55 55Military 11Management -> 11Management: 363 pairs 11Management -> 13Business/Finance: 279 pairs 11Management -> 15Computer/Math: 86 pairs 11Management -> 17Architecture/Engineering: 90 pairs 11Management -> 19Life/Physical/Social Sci: 65 pairs 11Management -> 21Community/Social Svc: 30 pairs 11Management -> 23Legal: 6 pairs 11Management -> 25Education: 45 pairs 11Management -> 27Arts/Media: 36 pairs 11Management -> 29Healthcare Pract.: 55 pairs 11Management -> 31Healthcare Support: 12 pairs 11Management -> 33Protective Svc: 44 pairs 11Management -> 35Food Prep/Serving: 19 pairs 11Management -> 37Cleaning/Maint.: 14 pairs 11Management -> 39Personal Care: 25 pairs 11Management -> 41Sales: 77 pairs 11Management -> 43Office/Admin: 71 pairs 11Management -> 45Farming/Fishing: 3 pairs 11Management -> 47Construction: 17 pairs 11Management -> 49Install/Repair: 19 pairs 11Management -> 51Production: 23 pairs 11Management -> 53Transportation: 40 pairs 11Management -> 55Military: 11 pairs 13Business/Finance -> 11Management: 353 pairs 13Business/Finance -> 13Business/Finance: 284 pairs 13Business/Finance -> 15Computer/Math: 172 pairs 13Business/Finance -> 17Architecture/Engineering: 90 pairs 13Business/Finance -> 19Life/Physical/Social Sci: 65 pairs 13Business/Finance -> 21Community/Social Svc: 31 pairs 13Business/Finance -> 23Legal: 15 pairs 13Business/Finance -> 25Education: 20 pairs 13Business/Finance -> 27Arts/Media: 43 pairs 13Business/Finance -> 29Healthcare Pract.: 29 pairs 13Business/Finance -> 31Healthcare Support: 3 pairs 13Business/Finance -> 33Protective Svc: 39 pairs 13Business/Finance -> 35Food Prep/Serving: 5 pairs 13Business/Finance -> 37Cleaning/Maint.: 3 pairs 13Business/Finance -> 39Personal Care: 16 pairs 13Business/Finance -> 41Sales: 49 pairs 13Business/Finance -> 43Office/Admin: 86 pairs 13Business/Finance -> 45Farming/Fishing: 4 pairs 13Business/Finance -> 47Construction: 18 pairs 13Business/Finance -> 49Install/Repair: 17 pairs 13Business/Finance -> 51Production: 21 pairs 13Business/Finance -> 53Transportation: 17 pairs 13Business/Finance -> 55Military: 7 pairs 15Computer/Math -> 11Management: 126 pairs 15Computer/Math -> 13Business/Finance: 142 pairs 15Computer/Math -> 15Computer/Math: 398 pairs 15Computer/Math -> 17Architecture/Engineering: 118 pairs 15Computer/Math -> 19Life/Physical/Social Sci: 67 pairs 15Computer/Math -> 21Community/Social Svc: 11 pairs 15Computer/Math -> 23Legal: 0 pairs 15Computer/Math -> 25Education: 14 pairs 15Computer/Math -> 27Arts/Media: 34 pairs 15Computer/Math -> 29Healthcare Pract.: 35 pairs 15Computer/Math -> 31Healthcare Support: 2 pairs 15Computer/Math -> 33Protective Svc: 10 pairs 15Computer/Math -> 35Food Prep/Serving: 3 pairs 15Computer/Math -> 37Cleaning/Maint.: 1 pairs 15Computer/Math -> 39Personal Care: 2 pairs 15Computer/Math -> 41Sales: 17 pairs 15Computer/Math -> 43Office/Admin: 29 pairs 15Computer/Math -> 45Farming/Fishing: 1 pairs 15Computer/Math -> 47Construction: 10 pairs 15Computer/Math -> 49Install/Repair: 22 pairs 15Computer/Math -> 51Production: 8 pairs 15Computer/Math -> 53Transportation: 2 pairs 15Computer/Math -> 55Military: 7 pairs 17Architecture/Engineering -> 11Management: 118 pairs 17Architecture/Engineering -> 13Business/Finance: 98 pairs 17Architecture/Engineering -> 15Computer/Math: 96 pairs 17Architecture/Engineering -> 17Architecture/Engineering: 274 pairs 17Architecture/Engineering -> 19Life/Physical/Social Sci: 75 pairs 17Architecture/Engineering -> 21Community/Social Svc: 3 pairs 17Architecture/Engineering -> 23Legal: 2 pairs 17Architecture/Engineering -> 25Education: 7 pairs 17Architecture/Engineering -> 27Arts/Media: 24 pairs 17Architecture/Engineering -> 29Healthcare Pract.: 17 pairs 17Architecture/Engineering -> 31Healthcare Support: 6 pairs 17Architecture/Engineering -> 33Protective Svc: 20 pairs 17Architecture/Engineering -> 35Food Prep/Serving: 2 pairs 17Architecture/Engineering -> 37Cleaning/Maint.: 3 pairs 17Architecture/Engineering -> 39Personal Care: 3 pairs 17Architecture/Engineering -> 41Sales: 15 pairs 17Architecture/Engineering -> 43Office/Admin: 12 pairs 17Architecture/Engineering -> 45Farming/Fishing: 3 pairs 17Architecture/Engineering -> 47Construction: 38 pairs 17Architecture/Engineering -> 49Install/Repair: 86 pairs 17Architecture/Engineering -> 51Production: 40 pairs 17Architecture/Engineering -> 53Transportation: 16 pairs 17Architecture/Engineering -> 55Military: 10 pairs 19Life/Physical/Social Sci -> 11Management: 99 pairs 19Life/Physical/Social Sci -> 13Business/Finance: 88 pairs 19Life/Physical/Social Sci -> 15Computer/Math: 83 pairs 19Life/Physical/Social Sci -> 17Architecture/Engineering: 100 pairs 19Life/Physical/Social Sci -> 19Life/Physical/Social Sci: 164 pairs 19Life/Physical/Social Sci -> 21Community/Social Svc: 25 pairs 19Life/Physical/Social Sci -> 23Legal: 7 pairs 19Life/Physical/Social Sci -> 25Education: 23 pairs 19Life/Physical/Social Sci -> 27Arts/Media: 7 pairs 19Life/Physical/Social Sci -> 29Healthcare Pract.: 49 pairs 19Life/Physical/Social Sci -> 31Healthcare Support: 7 pairs 19Life/Physical/Social Sci -> 33Protective Svc: 22 pairs 19Life/Physical/Social Sci -> 35Food Prep/Serving: 1 pairs 19Life/Physical/Social Sci -> 37Cleaning/Maint.: 4 pairs 19Life/Physical/Social Sci -> 39Personal Care: 4 pairs 19Life/Physical/Social Sci -> 41Sales: 5 pairs 19Life/Physical/Social Sci -> 43Office/Admin: 20 pairs 19Life/Physical/Social Sci -> 45Farming/Fishing: 10 pairs 19Life/Physical/Social Sci -> 47Construction: 3 pairs 19Life/Physical/Social Sci -> 49Install/Repair: 13 pairs 19Life/Physical/Social Sci -> 51Production: 26 pairs 19Life/Physical/Social Sci -> 53Transportation: 8 pairs 19Life/Physical/Social Sci -> 55Military: 2 pairs 21Community/Social Svc -> 11Management: 29 pairs 21Community/Social Svc -> 13Business/Finance: 20 pairs 21Community/Social Svc -> 15Computer/Math: 11 pairs 21Community/Social Svc -> 17Architecture/Engineering: 1 pairs 21Community/Social Svc -> 19Life/Physical/Social Sci: 21 pairs 21Community/Social Svc -> 21Community/Social Svc: 72 pairs 21Community/Social Svc -> 23Legal: 3 pairs 21Community/Social Svc -> 25Education: 9 pairs 21Community/Social Svc -> 27Arts/Media: 2 pairs 21Community/Social Svc -> 29Healthcare Pract.: 64 pairs 21Community/Social Svc -> 31Healthcare Support: 8 pairs 21Community/Social Svc -> 33Protective Svc: 5 pairs 21Community/Social Svc -> 35Food Prep/Serving: 2 pairs 21Community/Social Svc -> 37Cleaning/Maint.: 3 pairs 21Community/Social Svc -> 39Personal Care: 6 pairs 21Community/Social Svc -> 41Sales: 3 pairs 21Community/Social Svc -> 43Office/Admin: 8 pairs 21Community/Social Svc -> 45Farming/Fishing: 1 pairs 21Community/Social Svc -> 47Construction: 0 pairs 21Community/Social Svc -> 49Install/Repair: 3 pairs 21Community/Social Svc -> 51Production: 0 pairs 21Community/Social Svc -> 53Transportation: 0 pairs 21Community/Social Svc -> 55Military: 0 pairs 23Legal -> 11Management: 2 pairs 23Legal -> 13Business/Finance: 12 pairs 23Legal -> 15Computer/Math: 0 pairs 23Legal -> 17Architecture/Engineering: 0 pairs 23Legal -> 19Life/Physical/Social Sci: 0 pairs 23Legal -> 21Community/Social Svc: 0 pairs 23Legal -> 23Legal: 17 pairs 23Legal -> 25Education: 0 pairs 23Legal -> 27Arts/Media: 0 pairs 23Legal -> 29Healthcare Pract.: 0 pairs 23Legal -> 31Healthcare Support: 0 pairs 23Legal -> 33Protective Svc: 0 pairs 23Legal -> 35Food Prep/Serving: 0 pairs 23Legal -> 37Cleaning/Maint.: 0 pairs 23Legal -> 39Personal Care: 1 pairs 23Legal -> 41Sales: 1 pairs 23Legal -> 43Office/Admin: 4 pairs 23Legal -> 45Farming/Fishing: 0 pairs 23Legal -> 47Construction: 0 pairs 23Legal -> 49Install/Repair: 0 pairs 23Legal -> 51Production: 0 pairs 23Legal -> 53Transportation: 0 pairs 23Legal -> 55Military: 0 pairs 25Education -> 11Management: 38 pairs 25Education -> 13Business/Finance: 32 pairs 25Education -> 15Computer/Math: 10 pairs 25Education -> 17Architecture/Engineering: 12 pairs 25Education -> 19Life/Physical/Social Sci: 29 pairs 25Education -> 21Community/Social Svc: 23 pairs 25Education -> 23Legal: 0 pairs 25Education -> 25Education: 161 pairs 25Education -> 27Arts/Media: 11 pairs 25Education -> 29Healthcare Pract.: 23 pairs 25Education -> 31Healthcare Support: 1 pairs 25Education -> 33Protective Svc: 3 pairs 25Education -> 35Food Prep/Serving: 1 pairs 25Education -> 37Cleaning/Maint.: 0 pairs 25Education -> 39Personal Care: 23 pairs 25Education -> 41Sales: 5 pairs 25Education -> 43Office/Admin: 5 pairs 25Education -> 45Farming/Fishing: 0 pairs 25Education -> 47Construction: 3 pairs 25Education -> 49Install/Repair: 1 pairs 25Education -> 51Production: 5 pairs 25Education -> 53Transportation: 5 pairs 25Education -> 55Military: 0 pairs 27Arts/Media -> 11Management: 32 pairs 27Arts/Media -> 13Business/Finance: 18 pairs 27Arts/Media -> 15Computer/Math: 16 pairs 27Arts/Media -> 17Architecture/Engineering: 36 pairs 27Arts/Media -> 19Life/Physical/Social Sci: 9 pairs 27Arts/Media -> 21Community/Social Svc: 4 pairs 27Arts/Media -> 23Legal: 0 pairs 27Arts/Media -> 25Education: 8 pairs 27Arts/Media -> 27Arts/Media: 50 pairs 27Arts/Media -> 29Healthcare Pract.: 3 pairs 27Arts/Media -> 31Healthcare Support: 1 pairs 27Arts/Media -> 33Protective Svc: 1 pairs 27Arts/Media -> 35Food Prep/Serving: 2 pairs 27Arts/Media -> 37Cleaning/Maint.: 2 pairs 27Arts/Media -> 39Personal Care: 8 pairs 27Arts/Media -> 41Sales: 13 pairs 27Arts/Media -> 43Office/Admin: 15 pairs 27Arts/Media -> 45Farming/Fishing: 3 pairs 27Arts/Media -> 47Construction: 10 pairs 27Arts/Media -> 49Install/Repair: 21 pairs 27Arts/Media -> 51Production: 6 pairs 27Arts/Media -> 53Transportation: 6 pairs 27Arts/Media -> 55Military: 2 pairs 29Healthcare Pract. -> 11Management: 87 pairs 29Healthcare Pract. -> 13Business/Finance: 35 pairs 29Healthcare Pract. -> 15Computer/Math: 32 pairs 29Healthcare Pract. -> 17Architecture/Engineering: 32 pairs 29Healthcare Pract. -> 19Life/Physical/Social Sci: 82 pairs 29Healthcare Pract. -> 21Community/Social Svc: 103 pairs 29Healthcare Pract. -> 23Legal: 0 pairs 29Healthcare Pract. -> 25Education: 24 pairs 29Healthcare Pract. -> 27Arts/Media: 5 pairs 29Healthcare Pract. -> 29Healthcare Pract.: 696 pairs 29Healthcare Pract. -> 31Healthcare Support: 137 pairs 29Healthcare Pract. -> 33Protective Svc: 17 pairs 29Healthcare Pract. -> 35Food Prep/Serving: 8 pairs 29Healthcare Pract. -> 37Cleaning/Maint.: 5 pairs 29Healthcare Pract. -> 39Personal Care: 16 pairs 29Healthcare Pract. -> 41Sales: 12 pairs 29Healthcare Pract. -> 43Office/Admin: 35 pairs 29Healthcare Pract. -> 45Farming/Fishing: 2 pairs 29Healthcare Pract. -> 47Construction: 4 pairs 29Healthcare Pract. -> 49Install/Repair: 15 pairs 29Healthcare Pract. -> 51Production: 14 pairs 29Healthcare Pract. -> 53Transportation: 3 pairs 29Healthcare Pract. -> 55Military: 2 pairs 31Healthcare Support -> 11Management: 4 pairs 31Healthcare Support -> 13Business/Finance: 3 pairs 31Healthcare Support -> 15Computer/Math: 2 pairs 31Healthcare Support -> 17Architecture/Engineering: 3 pairs 31Healthcare Support -> 19Life/Physical/Social Sci: 7 pairs 31Healthcare Support -> 21Community/Social Svc: 9 pairs 31Healthcare Support -> 23Legal: 0 pairs 31Healthcare Support -> 25Education: 2 pairs 31Healthcare Support -> 27Arts/Media: 1 pairs 31Healthcare Support -> 29Healthcare Pract.: 142 pairs 31Healthcare Support -> 31Healthcare Support: 76 pairs 31Healthcare Support -> 33Protective Svc: 4 pairs 31Healthcare Support -> 35Food Prep/Serving: 6 pairs 31Healthcare Support -> 37Cleaning/Maint.: 5 pairs 31Healthcare Support -> 39Personal Care: 8 pairs 31Healthcare Support -> 41Sales: 7 pairs 31Healthcare Support -> 43Office/Admin: 15 pairs 31Healthcare Support -> 45Farming/Fishing: 2 pairs 31Healthcare Support -> 47Construction: 3 pairs 31Healthcare Support -> 49Install/Repair: 2 pairs 31Healthcare Support -> 51Production: 8 pairs 31Healthcare Support -> 53Transportation: 3 pairs 31Healthcare Support -> 55Military: 0 pairs 33Protective Svc -> 11Management: 57 pairs 33Protective Svc -> 13Business/Finance: 45 pairs 33Protective Svc -> 15Computer/Math: 25 pairs 33Protective Svc -> 17Architecture/Engineering: 18 pairs 33Protective Svc -> 19Life/Physical/Social Sci: 30 pairs 33Protective Svc -> 21Community/Social Svc: 18 pairs 33Protective Svc -> 23Legal: 5 pairs 33Protective Svc -> 25Education: 10 pairs 33Protective Svc -> 27Arts/Media: 4 pairs 33Protective Svc -> 29Healthcare Pract.: 14 pairs 33Protective Svc -> 31Healthcare Support: 5 pairs 33Protective Svc -> 33Protective Svc: 117 pairs 33Protective Svc -> 35Food Prep/Serving: 5 pairs 33Protective Svc -> 37Cleaning/Maint.: 2 pairs 33Protective Svc -> 39Personal Care: 16 pairs 33Protective Svc -> 41Sales: 9 pairs 33Protective Svc -> 43Office/Admin: 24 pairs 33Protective Svc -> 45Farming/Fishing: 2 pairs 33Protective Svc -> 47Construction: 4 pairs 33Protective Svc -> 49Install/Repair: 17 pairs 33Protective Svc -> 51Production: 10 pairs 33Protective Svc -> 53Transportation: 14 pairs 33Protective Svc -> 55Military: 8 pairs 35Food Prep/Serving -> 11Management: 30 pairs 35Food Prep/Serving -> 13Business/Finance: 14 pairs 35Food Prep/Serving -> 15Computer/Math: 6 pairs 35Food Prep/Serving -> 17Architecture/Engineering: 5 pairs 35Food Prep/Serving -> 19Life/Physical/Social Sci: 3 pairs 35Food Prep/Serving -> 21Community/Social Svc: 1 pairs 35Food Prep/Serving -> 23Legal: 0 pairs 35Food Prep/Serving -> 25Education: 0 pairs 35Food Prep/Serving -> 27Arts/Media: 5 pairs 35Food Prep/Serving -> 29Healthcare Pract.: 9 pairs 35Food Prep/Serving -> 31Healthcare Support: 7 pairs 35Food Prep/Serving -> 33Protective Svc: 4 pairs 35Food Prep/Serving -> 35Food Prep/Serving: 156 pairs 35Food Prep/Serving -> 37Cleaning/Maint.: 12 pairs 35Food Prep/Serving -> 39Personal Care: 15 pairs 35Food Prep/Serving -> 41Sales: 19 pairs 35Food Prep/Serving -> 43Office/Admin: 15 pairs 35Food Prep/Serving -> 45Farming/Fishing: 1 pairs 35Food Prep/Serving -> 47Construction: 5 pairs 35Food Prep/Serving -> 49Install/Repair: 7 pairs 35Food Prep/Serving -> 51Production: 23 pairs 35Food Prep/Serving -> 53Transportation: 12 pairs 35Food Prep/Serving -> 55Military: 1 pairs 37Cleaning/Maint. -> 11Management: 64 pairs 37Cleaning/Maint. -> 13Business/Finance: 37 pairs 37Cleaning/Maint. -> 15Computer/Math: 22 pairs 37Cleaning/Maint. -> 17Architecture/Engineering: 30 pairs 37Cleaning/Maint. -> 19Life/Physical/Social Sci: 23 pairs 37Cleaning/Maint. -> 21Community/Social Svc: 11 pairs 37Cleaning/Maint. -> 23Legal: 5 pairs 37Cleaning/Maint. -> 25Education: 15 pairs 37Cleaning/Maint. -> 27Arts/Media: 13 pairs 37Cleaning/Maint. -> 29Healthcare Pract.: 38 pairs 37Cleaning/Maint. -> 31Healthcare Support: 8 pairs 37Cleaning/Maint. -> 33Protective Svc: 15 pairs 37Cleaning/Maint. -> 35Food Prep/Serving: 9 pairs 37Cleaning/Maint. -> 37Cleaning/Maint.: 26 pairs 37Cleaning/Maint. -> 39Personal Care: 14 pairs 37Cleaning/Maint. -> 41Sales: 6 pairs 37Cleaning/Maint. -> 43Office/Admin: 18 pairs 37Cleaning/Maint. -> 45Farming/Fishing: 4 pairs 37Cleaning/Maint. -> 47Construction: 19 pairs 37Cleaning/Maint. -> 49Install/Repair: 21 pairs 37Cleaning/Maint. -> 51Production: 27 pairs 37Cleaning/Maint. -> 53Transportation: 21 pairs 37Cleaning/Maint. -> 55Military: 4 pairs 39Personal Care -> 11Management: 61 pairs 39Personal Care -> 13Business/Finance: 19 pairs 39Personal Care -> 15Computer/Math: 2 pairs 39Personal Care -> 17Architecture/Engineering: 6 pairs 39Personal Care -> 19Life/Physical/Social Sci: 12 pairs 39Personal Care -> 21Community/Social Svc: 14 pairs 39Personal Care -> 23Legal: 1 pairs 39Personal Care -> 25Education: 26 pairs 39Personal Care -> 27Arts/Media: 7 pairs 39Personal Care -> 29Healthcare Pract.: 28 pairs 39Personal Care -> 31Healthcare Support: 28 pairs 39Personal Care -> 33Protective Svc: 16 pairs 39Personal Care -> 35Food Prep/Serving: 29 pairs 39Personal Care -> 37Cleaning/Maint.: 17 pairs 39Personal Care -> 39Personal Care: 49 pairs 39Personal Care -> 41Sales: 14 pairs 39Personal Care -> 43Office/Admin: 40 pairs 39Personal Care -> 45Farming/Fishing: 3 pairs 39Personal Care -> 47Construction: 5 pairs 39Personal Care -> 49Install/Repair: 7 pairs 39Personal Care -> 51Production: 9 pairs 39Personal Care -> 53Transportation: 12 pairs 39Personal Care -> 55Military: 0 pairs 41Sales -> 11Management: 80 pairs 41Sales -> 13Business/Finance: 49 pairs 41Sales -> 15Computer/Math: 29 pairs 41Sales -> 17Architecture/Engineering: 16 pairs 41Sales -> 19Life/Physical/Social Sci: 14 pairs 41Sales -> 21Community/Social Svc: 6 pairs 41Sales -> 23Legal: 1 pairs 41Sales -> 25Education: 5 pairs 41Sales -> 27Arts/Media: 16 pairs 41Sales -> 29Healthcare Pract.: 16 pairs 41Sales -> 31Healthcare Support: 7 pairs 41Sales -> 33Protective Svc: 4 pairs 41Sales -> 35Food Prep/Serving: 16 pairs 41Sales -> 37Cleaning/Maint.: 4 pairs 41Sales -> 39Personal Care: 11 pairs 41Sales -> 41Sales: 89 pairs 41Sales -> 43Office/Admin: 36 pairs 41Sales -> 45Farming/Fishing: 0 pairs 41Sales -> 47Construction: 4 pairs 41Sales -> 49Install/Repair: 12 pairs 41Sales -> 51Production: 13 pairs 41Sales -> 53Transportation: 22 pairs 41Sales -> 55Military: 4 pairs 43Office/Admin -> 11Management: 145 pairs 43Office/Admin -> 13Business/Finance: 141 pairs 43Office/Admin -> 15Computer/Math: 57 pairs 43Office/Admin -> 17Architecture/Engineering: 35 pairs 43Office/Admin -> 19Life/Physical/Social Sci: 53 pairs 43Office/Admin -> 21Community/Social Svc: 19 pairs 43Office/Admin -> 23Legal: 10 pairs 43Office/Admin -> 25Education: 27 pairs 43Office/Admin -> 27Arts/Media: 17 pairs 43Office/Admin -> 29Healthcare Pract.: 40 pairs 43Office/Admin -> 31Healthcare Support: 17 pairs 43Office/Admin -> 33Protective Svc: 28 pairs 43Office/Admin -> 35Food Prep/Serving: 20 pairs 43Office/Admin -> 37Cleaning/Maint.: 10 pairs 43Office/Admin -> 39Personal Care: 37 pairs 43Office/Admin -> 41Sales: 56 pairs 43Office/Admin -> 43Office/Admin: 244 pairs 43Office/Admin -> 45Farming/Fishing: 11 pairs 43Office/Admin -> 47Construction: 12 pairs 43Office/Admin -> 49Install/Repair: 26 pairs 43Office/Admin -> 51Production: 12 pairs 43Office/Admin -> 53Transportation: 42 pairs 43Office/Admin -> 55Military: 6 pairs 45Farming/Fishing -> 11Management: 12 pairs 45Farming/Fishing -> 13Business/Finance: 3 pairs 45Farming/Fishing -> 15Computer/Math: 3 pairs 45Farming/Fishing -> 17Architecture/Engineering: 2 pairs 45Farming/Fishing -> 19Life/Physical/Social Sci: 11 pairs 45Farming/Fishing -> 21Community/Social Svc: 2 pairs 45Farming/Fishing -> 23Legal: 0 pairs 45Farming/Fishing -> 25Education: 0 pairs 45Farming/Fishing -> 27Arts/Media: 0 pairs 45Farming/Fishing -> 29Healthcare Pract.: 6 pairs 45Farming/Fishing -> 31Healthcare Support: 2 pairs 45Farming/Fishing -> 33Protective Svc: 8 pairs 45Farming/Fishing -> 35Food Prep/Serving: 2 pairs 45Farming/Fishing -> 37Cleaning/Maint.: 7 pairs 45Farming/Fishing -> 39Personal Care: 8 pairs 45Farming/Fishing -> 41Sales: 4 pairs 45Farming/Fishing -> 43Office/Admin: 5 pairs 45Farming/Fishing -> 45Farming/Fishing: 9 pairs 45Farming/Fishing -> 47Construction: 7 pairs 45Farming/Fishing -> 49Install/Repair: 7 pairs 45Farming/Fishing -> 51Production: 4 pairs 45Farming/Fishing -> 53Transportation: 2 pairs 45Farming/Fishing -> 55Military: 1 pairs 47Construction -> 11Management: 23 pairs 47Construction -> 13Business/Finance: 18 pairs 47Construction -> 15Computer/Math: 4 pairs 47Construction -> 17Architecture/Engineering: 32 pairs 47Construction -> 19Life/Physical/Social Sci: 13 pairs 47Construction -> 21Community/Social Svc: 0 pairs 47Construction -> 23Legal: 0 pairs 47Construction -> 25Education: 2 pairs 47Construction -> 27Arts/Media: 4 pairs 47Construction -> 29Healthcare Pract.: 6 pairs 47Construction -> 31Healthcare Support: 1 pairs 47Construction -> 33Protective Svc: 15 pairs 47Construction -> 35Food Prep/Serving: 8 pairs 47Construction -> 37Cleaning/Maint.: 21 pairs 47Construction -> 39Personal Care: 5 pairs 47Construction -> 41Sales: 7 pairs 47Construction -> 43Office/Admin: 11 pairs 47Construction -> 45Farming/Fishing: 6 pairs 47Construction -> 47Construction: 81 pairs 47Construction -> 49Install/Repair: 64 pairs 47Construction -> 51Production: 32 pairs 47Construction -> 53Transportation: 22 pairs 47Construction -> 55Military: 0 pairs 49Install/Repair -> 11Management: 33 pairs 49Install/Repair -> 13Business/Finance: 20 pairs 49Install/Repair -> 15Computer/Math: 22 pairs 49Install/Repair -> 17Architecture/Engineering: 62 pairs 49Install/Repair -> 19Life/Physical/Social Sci: 10 pairs 49Install/Repair -> 21Community/Social Svc: 1 pairs 49Install/Repair -> 23Legal: 1 pairs 49Install/Repair -> 25Education: 3 pairs 49Install/Repair -> 27Arts/Media: 8 pairs 49Install/Repair -> 29Healthcare Pract.: 16 pairs 49Install/Repair -> 31Healthcare Support: 2 pairs 49Install/Repair -> 33Protective Svc: 11 pairs 49Install/Repair -> 35Food Prep/Serving: 9 pairs 49Install/Repair -> 37Cleaning/Maint.: 9 pairs 49Install/Repair -> 39Personal Care: 9 pairs 49Install/Repair -> 41Sales: 13 pairs 49Install/Repair -> 43Office/Admin: 22 pairs 49Install/Repair -> 45Farming/Fishing: 0 pairs 49Install/Repair -> 47Construction: 46 pairs 49Install/Repair -> 49Install/Repair: 178 pairs 49Install/Repair -> 51Production: 72 pairs 49Install/Repair -> 53Transportation: 28 pairs 49Install/Repair -> 55Military: 0 pairs 51Production -> 11Management: 24 pairs 51Production -> 13Business/Finance: 14 pairs 51Production -> 15Computer/Math: 16 pairs 51Production -> 17Architecture/Engineering: 52 pairs 51Production -> 19Life/Physical/Social Sci: 33 pairs 51Production -> 21Community/Social Svc: 3 pairs 51Production -> 23Legal: 0 pairs 51Production -> 25Education: 6 pairs 51Production -> 27Arts/Media: 10 pairs 51Production -> 29Healthcare Pract.: 17 pairs 51Production -> 31Healthcare Support: 7 pairs 51Production -> 33Protective Svc: 10 pairs 51Production -> 35Food Prep/Serving: 15 pairs 51Production -> 37Cleaning/Maint.: 19 pairs 51Production -> 39Personal Care: 7 pairs 51Production -> 41Sales: 11 pairs 51Production -> 43Office/Admin: 26 pairs 51Production -> 45Farming/Fishing: 5 pairs 51Production -> 47Construction: 57 pairs 51Production -> 49Install/Repair: 72 pairs 51Production -> 51Production: 134 pairs 51Production -> 53Transportation: 50 pairs 51Production -> 55Military: 4 pairs 53Transportation -> 11Management: 96 pairs 53Transportation -> 13Business/Finance: 43 pairs 53Transportation -> 15Computer/Math: 19 pairs 53Transportation -> 17Architecture/Engineering: 55 pairs 53Transportation -> 19Life/Physical/Social Sci: 18 pairs 53Transportation -> 21Community/Social Svc: 16 pairs 53Transportation -> 23Legal: 2 pairs 53Transportation -> 25Education: 14 pairs 53Transportation -> 27Arts/Media: 10 pairs 53Transportation -> 29Healthcare Pract.: 45 pairs 53Transportation -> 31Healthcare Support: 10 pairs 53Transportation -> 33Protective Svc: 19 pairs 53Transportation -> 35Food Prep/Serving: 32 pairs 53Transportation -> 37Cleaning/Maint.: 21 pairs 53Transportation -> 39Personal Care: 27 pairs 53Transportation -> 41Sales: 25 pairs 53Transportation -> 43Office/Admin: 45 pairs 53Transportation -> 45Farming/Fishing: 5 pairs 53Transportation -> 47Construction: 38 pairs 53Transportation -> 49Install/Repair: 89 pairs 53Transportation -> 51Production: 43 pairs 53Transportation -> 53Transportation: 123 pairs 53Transportation -> 55Military: 11 pairs 55Military -> 11Management: 0 pairs 55Military -> 13Business/Finance: 0 pairs 55Military -> 15Computer/Math: 0 pairs 55Military -> 17Architecture/Engineering: 0 pairs 55Military -> 19Life/Physical/Social Sci: 0 pairs 55Military -> 21Community/Social Svc: 0 pairs 55Military -> 23Legal: 0 pairs 55Military -> 25Education: 0 pairs 55Military -> 27Arts/Media: 0 pairs 55Military -> 29Healthcare Pract.: 0 pairs 55Military -> 31Healthcare Support: 0 pairs 55Military -> 33Protective Svc: 0 pairs 55Military -> 35Food Prep/Serving: 0 pairs 55Military -> 37Cleaning/Maint.: 0 pairs 55Military -> 39Personal Care: 0 pairs 55Military -> 41Sales: 0 pairs 55Military -> 43Office/Admin: 0 pairs 55Military -> 45Farming/Fishing: 0 pairs 55Military -> 47Construction: 0 pairs 55Military -> 49Install/Repair: 0 pairs 55Military -> 51Production: 0 pairs 55Military -> 53Transportation: 0 pairs 55Military -> 55Military: 0 pairs
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Audit Downloads

Show SQL for Figure A.1
Show SQL for Figure A.2
Show SQL for Figure A.3
Show SQL for Figure A.4
Show SQL for Figure A.5
Show SQL for Figure A.6
Show SQL for Figure A.7
Show occupation-task pair judge prompt

Runtime calls fill the bracketed fields with the occupation title, occupation code, occupation description, and task text. Model outputs are parsed only as YES or NO.

Occupation: {soc_title} ({occ8})
Occupation description: {soc_description}

Task: {task_text}

Does this task plausibly belong to this occupation? Answer with one word: YES or NO.
Download LLM review workbooks
Top RCA batch workbook

Primary reviewed occupation-task pair batch, with reviewed rows, two-model retained rows, excluded rows, metadata, and agreement statistics.

High-volume batch workbook

Robustness batch focused on high-volume off-list occupation-task pairs.

Random postings-derived batch workbook

Random sample used as the closest prevalence-style estimate for off-list pair plausibility.

Independent null-baseline workbook

Negative-control sample pairing occupations and O*NET tasks independently, without JAAT co-occurrence or mention thresholds.

Agreement workbook manifest

File sizes and hashes for the public LLM review workbooks.

Download occupation-task pair CSVs
CSV manifest

One-line description and byte size for each occupation-task pair CSV below.

Top RCA reviewed pairs

Pair-level judge results for the primary Top RCA batch.

Top RCA two-model retained pairs

Rows retained under the two-model YES rule for the Top RCA batch. The filename keeps the older validated compatibility label.

High-volume reviewed pairs

Pair-level judge results for the high-volume robustness batch.

Random reviewed pairs

Pair-level judge results for the random postings-derived batch.

Null reviewed pairs

Pair-level judge results for the independent negative-control baseline.

Inclusion summary by batch

Reviewed counts, canonical counts, noncanonical counts, and pass rates by review batch.

Reliability by batch

Inter-model agreement and kappa statistics by review batch.

Null-baseline summary

Negative-control pass-rate summary and confidence intervals.